{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x110ecb5d0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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3wnnnZXxHmTJw553ufMyYYH2avPEvSFev7v3z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sAAAg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\n7tx//KOrN95UpKe7Owr69nW/8QNAMCKQDnIE0gCAJ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x110e28dd0>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 374,
       "width": 722
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.ylim(0, 1)\n",
    "\n",
    "df = pd.read_csv('model_346_split2_3.csv')\n",
    "plt.plot(df['loss'], 'g')\n",
    "\n",
    "df = pd.read_csv('model_346_split2_4.csv')\n",
    "plt.plot(df['loss'], 'b')\n",
    "\n",
    "df = pd.read_csv('model_l2加层生成器2.csv')\n",
    "plt.plot(df['loss'], 'r')\n",
    "\n",
    "plt.legend(['0.9977', 'full train', '0.9976'], loc='upper right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
